
#import libraries
import pandas as pd
import numpy as np
import seaborn as sns

import matplotlib.pyplot as plt
import matplotlib.mlab as mlab
import matplotlib
plt.style.use('ggplot')
from matplotlib.pyplot import figure

%matplotlib inline
matplotlib.rcParams['figure.figsize'] = (12,8)

pd.options.mode.chained_assignment = None


#Read in the data

df =pd.read_csv('https://raw.githubusercontent.com/danielgrijalva/movie-stats/master/movies.csv')


#Look at the data header

df.head()


#If there are any missing data

for col in df.columns:
    pct_missing=np.mean(df[col].isnull())
    print('{} - {}%'.format(col, round(pct_missing*100)))

name - 0%
rating - 1%
genre - 0%
year - 0%
released - 0%
score - 0%
votes - 0%
director - 0%
writer - 0%
star - 0%
country - 0%
budget - 28%
gross - 2%
company - 0%
runtime - 0%


# Let's drop rows that having missing values

df = df.dropna()


#Let's check again if there are any missing values

for col in df.columns:
    pct_missing=np.mean(df[col].isnull())
    print('{} - {}%'.format(col, round(pct_missing*100)))

name - 0%
rating - 0%
genre - 0%
year - 0%
released - 0%
score - 0%
votes - 0%
director - 0%
writer - 0%
star - 0%
country - 0%
budget - 0%
gross - 0%
company - 0%
runtime - 0%


# Data type for our columns

df.dtypes

name         object
rating       object
genre        object
year          int64
released     object
score       float64
votes       float64
director     object
writer       object
star         object
country      object
budget      float64
gross       float64
company      object
runtime     float64
dtype: object


#change data type of columns 'votes,budget,gross'

df['votes'] = df['votes'].astype('int64')
df['budget'] = df['budget'].astype('int64')
df['gross'] = df['gross'].astype('int64')

df


#sort data by revenue 'gross'

pd.set_option('display.max_rows', None)

df.sort_values(by=['gross'], inplace =False, ascending =False)


# Scatter plot budget vs gross revenue

plt.scatter(x=df['budget'],y=df['gross'])

plt.title('Budget vs Gross revenue')

plt.xlabel('Gross revenue')

plt.ylabel('Budget of the movie')

plt.show()


#Plot budget vs gross using seaborn

sns.regplot(x='budget',y='gross', data=df, scatter_kws={"color":"red"}, line_kws={"color":"blue"})

<AxesSubplot:xlabel='budget', ylabel='gross'>


# Looking for correlation using pearson method 

df.corr(method ='pearson')


correlation_matrix = df.corr(method ='pearson')

sns.heatmap(correlation_matrix, annot=True)

plt.title('Correlation Matric for Numeric Features')

plt.xlabel('Movie Features')

plt.ylabel('Movie Features')

plt.show()


df_numerized = df

for col_name in df_numerized.columns:
    if(df_numerized[col_name].dtype == 'object'):
        df_numerized[col_name] = df_numerized[col_name].astype('category')
        df_numerized[col_name] = df_numerized[col_name].cat.codes
    
df_numerized


correlation_matrix = df_numerized.corr(method ='pearson')

sns.heatmap(correlation_matrix, annot=True)

plt.title('Correlation Matric for Numeric Features')

plt.xlabel('Movie Features')

plt.ylabel('Movie Features')

plt.show()


df_numerized.corr()


correlation_matrix_num = df_numerized.corr()

corr_pairs = correlation_matrix_num.unstack()

sorted_pairs = corr_pairs.sort_values()

high_corr = sorted_pairs[(sorted_pairs) > 0.5]

high_corr

votes     gross       0.614751
gross     votes       0.614751
          budget      0.740247
budget    gross       0.740247
name      name        1.000000
director  director    1.000000
gross     gross       1.000000
budget    budget      1.000000
country   country     1.000000
star      star        1.000000
writer    writer      1.000000
votes     votes       1.000000
score     score       1.000000
released  released    1.000000
year      year        1.000000
genre     genre       1.000000
rating    rating      1.000000
company   company     1.000000
runtime   runtime     1.000000
dtype: float64

	name	rating	genre	year	released	score	votes	director	writer	star	country	budget	gross	company	runtime
0	The Shining	R	Drama	1980	June 13, 1980 (United States)	8.4	927000.0	Stanley Kubrick	Stephen King	Jack Nicholson	United Kingdom	19000000.0	46998772.0	Warner Bros.	146.0
1	The Blue Lagoon	R	Adventure	1980	July 2, 1980 (United States)	5.8	65000.0	Randal Kleiser	Henry De Vere Stacpoole	Brooke Shields	United States	4500000.0	58853106.0	Columbia Pictures	104.0
2	Star Wars: Episode V - The Empire Strikes Back	PG	Action	1980	June 20, 1980 (United States)	8.7	1200000.0	Irvin Kershner	Leigh Brackett	Mark Hamill	United States	18000000.0	538375067.0	Lucasfilm	124.0
3	Airplane!	PG	Comedy	1980	July 2, 1980 (United States)	7.7	221000.0	Jim Abrahams	Jim Abrahams	Robert Hays	United States	3500000.0	83453539.0	Paramount Pictures	88.0
4	Caddyshack	R	Comedy	1980	July 25, 1980 (United States)	7.3	108000.0	Harold Ramis	Brian Doyle-Murray	Chevy Chase	United States	6000000.0	39846344.0	Orion Pictures	98.0

	name	rating	genre	year	released	score	votes	director	writer	star	country	budget	gross	company	runtime
0	The Shining	R	Drama	1980	June 13, 1980 (United States)	8.4	927000	Stanley Kubrick	Stephen King	Jack Nicholson	United Kingdom	19000000	46998772	Warner Bros.	146.0
1	The Blue Lagoon	R	Adventure	1980	July 2, 1980 (United States)	5.8	65000	Randal Kleiser	Henry De Vere Stacpoole	Brooke Shields	United States	4500000	58853106	Columbia Pictures	104.0
2	Star Wars: Episode V - The Empire Strikes Back	PG	Action	1980	June 20, 1980 (United States)	8.7	1200000	Irvin Kershner	Leigh Brackett	Mark Hamill	United States	18000000	538375067	Lucasfilm	124.0
3	Airplane!	PG	Comedy	1980	July 2, 1980 (United States)	7.7	221000	Jim Abrahams	Jim Abrahams	Robert Hays	United States	3500000	83453539	Paramount Pictures	88.0
4	Caddyshack	R	Comedy	1980	July 25, 1980 (United States)	7.3	108000	Harold Ramis	Brian Doyle-Murray	Chevy Chase	United States	6000000	39846344	Orion Pictures	98.0
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
7648	Bad Boys for Life	R	Action	2020	January 17, 2020 (United States)	6.6	140000	Adil El Arbi	Peter Craig	Will Smith	United States	90000000	426505244	Columbia Pictures	124.0
7649	Sonic the Hedgehog	PG	Action	2020	February 14, 2020 (United States)	6.5	102000	Jeff Fowler	Pat Casey	Ben Schwartz	United States	85000000	319715683	Paramount Pictures	99.0
7650	Dolittle	PG	Adventure	2020	January 17, 2020 (United States)	5.6	53000	Stephen Gaghan	Stephen Gaghan	Robert Downey Jr.	United States	175000000	245487753	Universal Pictures	101.0
7651	The Call of the Wild	PG	Adventure	2020	February 21, 2020 (United States)	6.8	42000	Chris Sanders	Michael Green	Harrison Ford	Canada	135000000	111105497	20th Century Studios	100.0
7652	The Eight Hundred	Not Rated	Action	2020	August 28, 2020 (United States)	6.8	3700	Hu Guan	Hu Guan	Zhi-zhong Huang	China	80000000	461421559	Beijing Diqi Yinxiang Entertainment	149.0

	year	score	votes	budget	gross	runtime
year	1.000000	0.056386	0.206021	0.327722	0.274321	0.075077
score	0.056386	1.000000	0.474256	0.072001	0.222556	0.414068
votes	0.206021	0.474256	1.000000	0.439675	0.614751	0.352303
budget	0.327722	0.072001	0.439675	1.000000	0.740247	0.318695
gross	0.274321	0.222556	0.614751	0.740247	1.000000	0.275796
runtime	0.075077	0.414068	0.352303	0.318695	0.275796	1.000000

	name	rating	genre	year	released	score	votes	director	writer	star	country	budget	gross	company	runtime
name	1.000000	-0.029234	0.010996	0.025542	-0.006152	0.014450	0.012615	0.015246	0.012880	-0.006882	-0.025490	0.023392	0.005639	0.021697	0.010850
rating	-0.029234	1.000000	0.147796	0.019499	0.018083	0.065983	0.006031	0.014656	-0.003149	0.009196	0.008230	-0.203946	-0.181906	-0.092357	0.140792
genre	0.010996	0.147796	1.000000	-0.073167	0.022142	0.035106	-0.135990	-0.008553	0.017578	0.003341	-0.009164	-0.368523	-0.244101	-0.071334	-0.059237
year	0.025542	0.019499	-0.073167	1.000000	-0.001740	0.056386	0.206021	-0.038354	-0.025908	-0.032157	-0.066748	0.327722	0.274321	-0.014333	0.075077
released	-0.006152	0.018083	0.022142	-0.001740	1.000000	0.045874	0.028833	0.002308	0.008072	0.015706	-0.017228	0.019952	0.008501	-0.002407	0.008975
score	0.014450	0.065983	0.035106	0.056386	0.045874	1.000000	0.474256	0.005413	0.012843	0.007296	-0.043051	0.072001	0.222556	0.020656	0.414068
votes	0.012615	0.006031	-0.135990	0.206021	0.028833	0.474256	1.000000	-0.010376	-0.005316	-0.017638	0.041551	0.439675	0.614751	0.118470	0.352303
director	0.015246	0.014656	-0.008553	-0.038354	0.002308	0.005413	-0.010376	1.000000	0.261735	0.036593	0.011133	-0.009662	-0.029560	-0.008223	0.017433
writer	0.012880	-0.003149	0.017578	-0.025908	0.008072	0.012843	-0.005316	0.261735	1.000000	0.018520	0.022488	-0.039466	-0.035885	-0.003697	-0.017561
star	-0.006882	0.009196	0.003341	-0.032157	0.015706	0.007296	-0.017638	0.036593	0.018520	1.000000	-0.009990	-0.021473	-0.000004	0.014082	0.010108
country	-0.025490	0.008230	-0.009164	-0.066748	-0.017228	-0.043051	0.041551	0.011133	0.022488	-0.009990	1.000000	0.052977	0.060078	0.048569	-0.034477
budget	0.023392	-0.203946	-0.368523	0.327722	0.019952	0.072001	0.439675	-0.009662	-0.039466	-0.021473	0.052977	1.000000	0.740247	0.170235	0.318695
gross	0.005639	-0.181906	-0.244101	0.274321	0.008501	0.222556	0.614751	-0.029560	-0.035885	-0.000004	0.060078	0.740247	1.000000	0.149553	0.275796
company	0.021697	-0.092357	-0.071334	-0.014333	-0.002407	0.020656	0.118470	-0.008223	-0.003697	0.014082	0.048569	0.170235	0.149553	1.000000	0.037585
runtime	0.010850	0.140792	-0.059237	0.075077	0.008975	0.414068	0.352303	0.017433	-0.017561	0.010108	-0.034477	0.318695	0.275796	0.037585	1.000000

Movie Industry¶

Four decades of movies¶

March 2022¶

by B.Khaled¶

Introduction¶

in this Project we used a dataset to discover new patterns about the movie industry and set a hypothesis about it.¶

Data Source ¶

Let's put a hypothesis that there are a correlation between the budget anf the gross revenue.¶

Conclusion: There is a High correlation between budget and gross¶

Budget and gross have the highest correlation to gross earnings.¶

That's confirm our conclusion¶

	name	rating	genre	year	released	score	votes	director	writer	star	country	budget	gross	company	runtime
5445	Avatar	PG-13	Action	2009	December 18, 2009 (United States)	7.8	1100000	James Cameron	James Cameron	Sam Worthington	United States	237000000	2847246203	Twentieth Century Fox	162.0
7445	Avengers: Endgame	PG-13	Action	2019	April 26, 2019 (United States)	8.4	903000	Anthony Russo	Christopher Markus	Robert Downey Jr.	United States	356000000	2797501328	Marvel Studios	181.0
3045	Titanic	PG-13	Drama	1997	December 19, 1997 (United States)	7.8	1100000	James Cameron	James Cameron	Leonardo DiCaprio	United States	200000000	2201647264	Twentieth Century Fox	194.0
6663	Star Wars: Episode VII - The Force Awakens	PG-13	Action	2015	December 18, 2015 (United States)	7.8	876000	J.J. Abrams	Lawrence Kasdan	Daisy Ridley	United States	245000000	2069521700	Lucasfilm	138.0
7244	Avengers: Infinity War	PG-13	Action	2018	April 27, 2018 (United States)	8.4	897000	Anthony Russo	Christopher Markus	Robert Downey Jr.	United States	321000000	2048359754	Marvel Studios	149.0
7480	The Lion King	PG	Animation	2019	July 19, 2019 (United States)	6.9	222000	Jon Favreau	Jeff Nathanson	Donald Glover	United States	260000000	1670727580	Walt Disney Pictures	118.0
6653	Jurassic World	PG-13	Action	2015	June 12, 2015 (United States)	7.0	593000	Colin Trevorrow	Rick Jaffa	Chris Pratt	United States	150000000	1670516444	Universal Pictures	124.0
6043	The Avengers	PG-13	Action	2012	May 4, 2012 (United States)	8.0	1300000	Joss Whedon	Joss Whedon	Robert Downey Jr.	United States	220000000	1518815515	Marvel Studios	143.0
6646	Furious 7	PG-13	Action	2015	April 3, 2015 (United States)	7.1	370000	James Wan	Chris Morgan	Vin Diesel	United States	190000000	1515341399	Universal Pictures	137.0
7494	Frozen II	PG	Animation	2019	November 22, 2019 (United States)	6.8	148000	Chris Buck	Jennifer Lee	Kristen Bell	United States	150000000	1450026933	Walt Disney Animation Studios	103.0
6644	Avengers: Age of Ultron	PG-13	Action	2015	May 1, 2015 (United States)	7.3	777000	Joss Whedon	Joss Whedon	Robert Downey Jr.	United States	250000000	1402809540	Marvel Studios	141.0
7247	Black Panther	PG-13	Action	2018	February 16, 2018 (United States)	7.3	661000	Ryan Coogler	Ryan Coogler	Chadwick Boseman	United States	200000000	1347597973	Marvel Studios	134.0
5845	Harry Potter and the Deathly Hallows: Part 2	PG-13	Adventure	2011	July 15, 2011 (United States)	8.1	790000	David Yates	Steve Kloves	Daniel Radcliffe	United Kingdom	125000000	1342321665	Warner Bros.	130.0
7075	Star Wars: Episode VIII - The Last Jedi	PG-13	Action	2017	December 15, 2017 (United States)	7.0	581000	Rian Johnson	Rian Johnson	Daisy Ridley	United States	317000000	1332698830	Walt Disney Pictures	152.0
7271	Jurassic World: Fallen Kingdom	PG-13	Action	2018	June 22, 2018 (United States)	6.2	277000	J.A. Bayona	Derek Connolly	Chris Pratt	United States	170000000	1310466296	Universal Pictures	128.0
6262	Frozen	PG	Animation	2013	November 27, 2013 (United States)	7.4	585000	Chris Buck	Jennifer Lee	Kristen Bell	United States	150000000	1281508100	Walt Disney Animation Studios	102.0
7072	Beauty and the Beast	PG	Family	2017	March 17, 2017 (United States)	7.1	283000	Bill Condon	Stephen Chbosky	Emma Watson	United States	160000000	1264434525	Mandeville Films	129.0
7281	Incredibles 2	PG	Animation	2018	June 15, 2018 (United States)	7.6	263000	Brad Bird	Brad Bird	Craig T. Nelson	United States	200000000	1244639527	Walt Disney Pictures	118.0
7055	The Fate of the Furious	PG-13	Action	2017	April 14, 2017 (United States)	6.6	214000	F. Gary Gray	Gary Scott Thompson	Vin Diesel	China	250000000	1236005118	Universal Pictures	136.0
6244	Iron Man 3	PG-13	Action	2013	May 3, 2013 (United States)	7.1	779000	Shane Black	Drew Pearce	Robert Downey Jr.	United States	200000000	1214811252	Marvel Studios	130.0
6688	Minions	PG	Animation	2015	July 10, 2015 (United States)	6.4	218000	Kyle Balda	Brian Lynch	Sandra Bullock	United States	74000000	1159444662	Illumination Entertainment	91.0
6846	Captain America: Civil War	PG-13	Action	2016	May 6, 2016 (United States)	7.8	694000	Anthony Russo	Christopher Markus	Chris Evans	United States	250000000	1153337496	Marvel Studios	147.0
7250	Aquaman	PG-13	Action	2018	December 21, 2018 (United States)	6.9	404000	James Wan	David Leslie Johnson-McGoldrick	Jason Momoa	United States	160000000	1148485886	Warner Bros.	143.0
4245	The Lord of the Rings: The Return of the King	PG-13	Action	2003	December 17, 2003 (United States)	8.9	1700000	Peter Jackson	J.R.R. Tolkien	Elijah Wood	New Zealand	94000000	1146030912	New Line Cinema	201.0
7458	Spider-Man: Far from Home	PG-13	Action	2019	July 2, 2019 (United States)	7.5	359000	Jon Watts	Chris McKenna	Tom Holland	United States	160000000	1131927996	Columbia Pictures	129.0
7456	Captain Marvel	PG-13	Action	2019	March 8, 2019 (United States)	6.8	478000	Anna Boden	Anna Boden	Brie Larson	United States	160000000	1128462972	Walt Disney Pictures	123.0
5878	Transformers: Dark of the Moon	PG-13	Action	2011	June 29, 2011 (United States)	6.2	390000	Michael Bay	Ehren Kruger	Shia LaBeouf	United States	195000000	1123794079	Paramount Pictures	154.0
6059	Skyfall	PG-13	Action	2012	November 9, 2012 (United States)	7.7	642000	Sam Mendes	Neal Purvis	Daniel Craig	United Kingdom	200000000	1108569499	Metro-Goldwyn-Mayer (MGM)	143.0
6494	Transformers: Age of Extinction	PG-13	Action	2014	June 27, 2014 (United States)	5.6	302000	Michael Bay	Ehren Kruger	Mark Wahlberg	United States	210000000	1104054072	Paramount Pictures	165.0
2448	The Lion King	G	Animation	1994	June 24, 1994 (United States)	8.5	970000	Roger Allers	Irene Mecchi	Matthew Broderick	United States	45000000	1083720877	Walt Disney Pictures	88.0
6047	The Dark Knight Rises	PG-13	Action	2012	July 20, 2012 (United States)	8.4	1600000	Christopher Nolan	Jonathan Nolan	Christian Bale	United Kingdom	250000000	1081142612	Warner Bros.	164.0
7463	Star Wars: Episode IX - The Rise of Skywalker	PG-13	Action	2019	December 20, 2019 (United States)	6.5	394000	J.J. Abrams	Chris Terrio	Daisy Ridley	United States	275000000	1078232589	Walt Disney Pictures	141.0
7450	Joker	R	Crime	2019	October 4, 2019 (United States)	8.4	1000000	Todd Phillips	Todd Phillips	Joaquin Phoenix	United States	55000000	1074427370	Warner Bros.	122.0
7488	Toy Story 4	G	Animation	2019	June 21, 2019 (United States)	7.7	217000	Josh Cooley	John Lasseter	Tom Hanks	United States	200000000	1073394593	Pixar Animation Studios	100.0
5685	Toy Story 3	G	Animation	2010	June 18, 2010 (United States)	8.2	776000	Lee Unkrich	John Lasseter	Tom Hanks	United States	200000000	1066970811	Walt Disney Pictures	103.0
4852	Pirates of the Caribbean: Dead Man's Chest	PG-13	Action	2006	July 7, 2006 (United States)	7.3	668000	Gore Verbinski	Ted Elliott	Johnny Depp	United States	225000000	1066179747	Walt Disney Pictures	151.0
6869	Rogue One: A Star Wars Story	PG-13	Action	2016	December 16, 2016 (United States)	7.8	572000	Gareth Edwards	Chris Weitz	Felicity Jones	United States	200000000	1056057720	Lucasfilm	133.0
7481	Aladdin	PG	Adventure	2019	May 24, 2019 (United States)	6.9	239000	Guy Ritchie	John August	Will Smith	United Kingdom	183000000	1050693953	Walt Disney Pictures	128.0
5860	Pirates of the Caribbean: on Stranger Tides	PG-13	Action	2011	May 20, 2011 (United States)	6.6	492000	Rob Marshall	Ted Elliott	Johnny Depp	United States	250000000	1045713802	Walt Disney Pictures	136.0
7140	Despicable Me 3	PG	Animation	2017	June 30, 2017 (United States)	6.3	119000	Kyle Balda	Cinco Paul	Steve Carell	United States	80000000	1034800131	Illumination Entertainment	89.0

	name	rating	genre	year	released	score	votes	director	writer	star	country	budget	gross	company	runtime
0	4692	6	6	1980	1304	8.4	927000	1795	2832	699	46	19000000	46998772	1426	146.0
1	3929	6	1	1980	1127	5.8	65000	1578	1158	214	47	4500000	58853106	452	104.0
2	3641	4	0	1980	1359	8.7	1200000	757	1818	1157	47	18000000	538375067	945	124.0
3	204	4	4	1980	1127	7.7	221000	889	1413	1474	47	3500000	83453539	1108	88.0
4	732	6	4	1980	1170	7.3	108000	719	351	271	47	6000000	39846344	1083	98.0
5	1509	6	9	1980	1922	6.4	123000	1758	3081	155	47	550000	39754601	1108	95.0
6	3930	6	0	1980	1359	7.9	188000	974	576	860	47	27000000	115229890	1397	133.0
7	3122	6	3	1980	530	8.2	330000	1269	1257	1469	47	18000000	23402427	390	129.0
8	3732	4	0	1980	1346	6.8	101000	1606	1402	595	47	54000000	108185706	548	127.0
9	4401	6	3	1980	1755	7.0	10000	2011	280	402	47	10000000	15795189	1391	100.0
10	332	4	0	1980	510	6.1	18000	236	2810	328	47	15000000	70687344	1338	116.0
11	4179	4	1	1980	2272	7.3	54000	817	1300	1283	38	5000000	30031783	320	109.0
12	3029	4	1	1980	471	5.3	30000	1643	1658	1486	47	20000000	49823037	1108	114.0
13	2859	6	6	1980	2416	7.7	49000	1666	1653	459	47	6000000	54766923	1108	124.0
14	1208	6	5	1980	1170	7.1	37000	207	350	1220	47	6500000	31899000	661	104.0
15	3553	4	6	1980	2294	7.2	27000	847	2507	315	47	5100000	9709597	1184	103.0
17	66	4	4	1980	530	6.9	29000	333	2315	739	47	10000000	103300686	815	109.0
18	4143	6	9	1980	832	6.8	66000	943	1486	19	47	1000000	21448782	45	89.0
20	986	6	5	1980	714	6.5	20000	2032	3151	25	48	11000000	19814523	939	102.0
21	1762	6	1	1980	117	6.8	14000	1307	2065	1034	47	44000000	3484523	1114	219.0
22	4128	4	0	1980	213	6.7	22000	502	2959	1025	47	12000000	16647800	306	103.0
23	5289	4	8	1980	437	5.3	12000	1654	2492	1332	47	20000000	22762571	1397	96.0
28	700	6	5	1980	1359	7.2	17000	1870	3099	1479	47	9000000	37121708	1382	131.0
29	261	6	5	1980	667	6.2	22000	1489	2358	1450	47	4800000	22743674	1108	117.0
33	785	4	6	1980	117	6.1	604	1146	673	1559	47	5100000	534816	372	97.0
35	3068	6	4	1980	2156	6.2	24000	744	2207	620	47	10000000	69847348	1426	109.0
36	4245	6	4	1980	1883	6.3	4300	581	966	1752	47	4000000	10000000	1143	91.0
37	2618	6	4	1980	2257	6.0	11000	1116	2578	1499	47	3000000	6342668	337	101.0
42	4736	6	0	1980	1413	7.1	9000	1613	1802	1391	47	3500000	7063886	997	131.0
46	4312	6	0	1980	1304	5.3	3900	1337	2383	1220	47	22000000	15716828	1397	109.0
48	4512	4	0	1980	1922	5.1	3100	329	2036	452	47	15000000	14662035	1397	94.0
50	3648	4	4	1980	2476	7.3	22000	2043	3184	1824	47	10000000	10389003	859	89.0
51	2497	6	4	1980	2416	6.8	4500	1025	303	1367	47	7000000	4309490	1397	95.0
53	692	4	0	1980	1289	6.1	11000	327	768	328	47	6500000	24265659	1426	116.0
56	5193	4	0	1980	1629	4.6	2600	793	1078	1370	47	20000000	3763988	841	121.0
57	2818	4	4	1980	1051	5.4	2400	914	2623	271	47	6000000	6216067	1023	103.0
58	4519	6	0	1980	261	5.1	5200	551	1819	318	47	4000000	18971000	100	103.0
75	4351	1	1	1980	1399	5.8	1300	267	939	514	47	6000000	11000000	1424	97.0
77	5240	6	4	1980	261	5.9	415	1484	1339	1239	47	5500000	4400000	1382	115.0
80	2971	6	6	1980	2551	4.0	546	969	1014	1369	6	5100000	59167	282	94.0

Movie Industry¶

Four decades of movies¶

March 2022¶

by B.Khaled¶

Introduction¶

in this Project we used a dataset to discover new patterns about the movie industry and set a hypothesis about it.¶

Data Source¶

Let's put a hypothesis that there are a correlation between the budget anf the gross revenue.¶

Conclusion: There is a High correlation between budget and gross¶

Budget and gross have the highest correlation to gross earnings.¶

That's confirm our conclusion¶

Data Source ¶